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To avoid stitching artifacts it is sufficient to only crop_to_factor on the last/highest level.
It is not necessary to crop during training.
However, during training the output size has to be strictly larger than crop_factor (prod(downsample_factors))
(I don't have a pytorch setup at hand right now)